oa_all: 0.996161228407

Train on 4167 samples, validate on 521 samples
Epoch 1/30
69s - loss: 0.7826 - acc: 0.7814 - val_loss: 1.6043 - val_acc: 0.2169
Epoch 2/30
65s - loss: 0.3135 - acc: 0.9693 - val_loss: 0.9872 - val_acc: 0.6775
Epoch 3/30
65s - loss: 0.2171 - acc: 0.9731 - val_loss: 1.1626 - val_acc: 0.5873
Epoch 4/30
65s - loss: 0.1669 - acc: 0.9772 - val_loss: 5.9135 - val_acc: 0.2649
Epoch 5/30
66s - loss: 0.1674 - acc: 0.9729 - val_loss: 0.5017 - val_acc: 0.8196
Epoch 6/30
66s - loss: 0.1277 - acc: 0.9806 - val_loss: 0.2959 - val_acc: 0.9251
Epoch 7/30
66s - loss: 0.1173 - acc: 0.9798 - val_loss: 0.1103 - val_acc: 0.9789
Epoch 8/30
66s - loss: 0.0872 - acc: 0.9856 - val_loss: 0.2205 - val_acc: 0.9443
Epoch 9/30
66s - loss: 0.0784 - acc: 0.9890 - val_loss: 0.0638 - val_acc: 0.9904
Epoch 10/30
66s - loss: 0.0821 - acc: 0.9825 - val_loss: 0.0555 - val_acc: 0.9962
Epoch 11/30
66s - loss: 0.0740 - acc: 0.9858 - val_loss: 0.0368 - val_acc: 0.9923
Epoch 12/30
66s - loss: 0.0608 - acc: 0.9899 - val_loss: 0.0372 - val_acc: 0.9904
Epoch 13/30
65s - loss: 0.0607 - acc: 0.9880 - val_loss: 0.0906 - val_acc: 0.9846
Epoch 14/30
65s - loss: 0.0526 - acc: 0.9904 - val_loss: 0.0382 - val_acc: 0.9942
Epoch 15/30
66s - loss: 0.0648 - acc: 0.9868 - val_loss: 0.0430 - val_acc: 0.9942
Epoch 16/30
66s - loss: 0.0621 - acc: 0.9856 - val_loss: 0.0467 - val_acc: 0.9904
Epoch 17/30
66s - loss: 0.0444 - acc: 0.9921 - val_loss: 0.1074 - val_acc: 0.9866
Epoch 18/30
66s - loss: 0.0524 - acc: 0.9890 - val_loss: 0.0466 - val_acc: 0.9866
Epoch 19/30
66s - loss: 0.0433 - acc: 0.9923 - val_loss: 0.0313 - val_acc: 0.9962
Epoch 20/30
66s - loss: 0.0447 - acc: 0.9902 - val_loss: 0.0526 - val_acc: 0.9962
Epoch 21/30
66s - loss: 0.0508 - acc: 0.9890 - val_loss: 0.0279 - val_acc: 0.9962
Epoch 22/30
65s - loss: 0.0309 - acc: 0.9938 - val_loss: 0.0404 - val_acc: 0.9923
Epoch 23/30
65s - loss: 0.0436 - acc: 0.9914 - val_loss: 0.0478 - val_acc: 0.9923
Epoch 24/30
65s - loss: 0.0419 - acc: 0.9902 - val_loss: 0.0767 - val_acc: 0.9750
Epoch 25/30
65s - loss: 0.0368 - acc: 0.9923 - val_loss: 0.0742 - val_acc: 0.9750
Epoch 26/30
66s - loss: 0.0286 - acc: 0.9942 - val_loss: 0.0259 - val_acc: 0.9962
Epoch 27/30
65s - loss: 0.0358 - acc: 0.9938 - val_loss: 0.0307 - val_acc: 0.9981
Epoch 28/30
65s - loss: 0.0408 - acc: 0.9909 - val_loss: 0.0368 - val_acc: 0.9923
Epoch 29/30
65s - loss: 0.0258 - acc: 0.9954 - val_loss: 0.0377 - val_acc: 0.9923
Epoch 30/30
65s - loss: 0.0351 - acc: 0.9909 - val_loss: 1.2557 - val_acc: 0.8157
